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AI Visibility Scorecard
mossywillows.com · Media & Entertainment
Borderline visible. AI bots can crawl Mossy Willow Studio, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.
AI engines read this profile 2 times
Claude · Apple Intelligence
#1,410,912 of 1,892,788 in Media & Entertainment for AI visibility
3.7
/10
AEO Score
from our crawl and measurement
Mossy Willow Studio describes itself simply: "Mossy Willow Studio is run by independent comic artist Leo Richmond. In his portfolio you will find grungy art and rustic stories." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.7 out of 10.
On the page itself the strengths are clear: crawler access and the files AI engines look for. It is passable on a partly stated business identity. What holds it back is structured data describing the business, sitemaps and entity links AI can follow, a heading structure that lays out what it offers and credibility markers like credentials or reviews.
Off the page there is only faint evidence that only a handful of sites link to it and the domain is only lightly established. Beyond that, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. Those are earned elsewhere on the web, not fixed on the site itself.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic). There is not much on the page to read either, about 48 words.
Higher is better · 0-10
Structured Data
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
2
Clear headings and answer-style content.
Entity Clarity
5
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
0
Experience, Expertise, Authority, Trust markers.
Technical AEO
7
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
4
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
1
Inbound links from other sites.
Domain Authority
3
Established authority for your domain.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
0
No community discussion yet.
Social Mentions
0
No social discussion found yet.
Your AEO score measures whether AI search engines - ChatGPT, Claude, Perplexity, Gemini - can actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 3.7/10, Mossy Willow Studio is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Mossy Willow Studio
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
The search landscape has fundamentally shifted. While Google still dominates, millions of users now ask questions to ChatGPT, Gemini, and Claude instead of typing into a search bar.
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Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mossywillows
Cite this score: Engagemii (2026). "AEO Score for Mossy Willow Studio." Retrieved from https://engagemii.com/aeo/brands/mossywillows
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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